{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2ebb802d-9bd7-44ee-9fae-106e16e46462",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "new Promise(function(resolve, reject) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    script.onload = resolve;\n",
       "    script.onerror = reject;\n",
       "    script.src = \"https://assets.pyecharts.org/assets/v5/echarts.min.js\";\n",
       "    document.head.appendChild(script);\n",
       "}).then(() => {\n",
       "\n",
       "});"
      ],
      "text/plain": [
       "<pyecharts.render.display.Javascript at 0x7f56af651960>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts.globals import CurrentConfig, NotebookType\n",
    "CurrentConfig.NOTEBOOK_TYPE = NotebookType.JUPYTER_LAB\n",
    "\n",
    "\n",
    "from pyecharts.charts import Bar\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.globals import ThemeType\n",
    "bar = (\n",
    "    Bar(init_opts=opts.InitOpts(theme=ThemeType.WESTEROS))\n",
    "    .add_xaxis(['a','b'])\n",
    "    .add_yaxis('sell a', [5,20])\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"title a\", subtitle=\"sub title\"))\n",
    ")\n",
    "bar.load_javascript()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "05135874",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<!DOCTYPE html>\n",
       "<html>\n",
       "<head>\n",
       "    <meta charset=\"UTF-8\">\n",
       "</head>\n",
       "<body>\n",
       "        <div id=\"57293eeeafcb46a6b85023c2dddb114d\" class=\"chart-container\" style=\"width:900px; height:500px; \"></div>\n",
       "    <script>\n",
       "        var chart_57293eeeafcb46a6b85023c2dddb114d = echarts.init(\n",
       "            document.getElementById('57293eeeafcb46a6b85023c2dddb114d'), 'westeros', {renderer: 'canvas'});\n",
       "        var option_57293eeeafcb46a6b85023c2dddb114d = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"sell a\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"data\": [\n",
       "                5,\n",
       "                20\n",
       "            ],\n",
       "            \"realtimeSort\": false,\n",
       "            \"showBackground\": false,\n",
       "            \"stackStrategy\": \"samesign\",\n",
       "            \"cursor\": \"pointer\",\n",
       "            \"barMinHeight\": 0,\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"barGap\": \"30%\",\n",
       "            \"large\": false,\n",
       "            \"largeThreshold\": 400,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"clip\": true,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"sell a\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": true,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"a\",\n",
       "                \"b\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": true,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"title a\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtext\": \"sub title\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "        chart_57293eeeafcb46a6b85023c2dddb114d.setOption(option_57293eeeafcb46a6b85023c2dddb114d);\n",
       "    </script>\n",
       "</body>\n",
       "</html>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x7f56ac167fd0>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bar.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7bde0247-6a63-43c2-8b5b-2c03672c9468",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<!DOCTYPE html>\n",
       "<html>\n",
       "<head>\n",
       "    <meta charset=\"UTF-8\">\n",
       "</head>\n",
       "<body>\n",
       "        <div id=\"a1d6206b6f9f473f8fc48e448c9c9d4b\" class=\"chart-container\" style=\"width:900px; height:500px; \"></div>\n",
       "    <script>\n",
       "        var chart_a1d6206b6f9f473f8fc48e448c9c9d4b = echarts.init(\n",
       "            document.getElementById('a1d6206b6f9f473f8fc48e448c9c9d4b'), 'white', {renderer: 'canvas'});\n",
       "        var option_a1d6206b6f9f473f8fc48e448c9c9d4b = {\n",
       "    \"title\": {\n",
       "        \"text\": \"testa\"\n",
       "    },\n",
       "    \"tooltip\": {},\n",
       "    \"lengend\": {\n",
       "        \"data\": [\n",
       "            \"sell\"\n",
       "        ]\n",
       "    },\n",
       "    \"xAxis\": {\n",
       "        \"data\": [\n",
       "            \"a\",\n",
       "            \"b\",\n",
       "            \"c\"\n",
       "        ]\n",
       "    },\n",
       "    \"yAxis\": {},\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"name\": \"sell\",\n",
       "            \"type\": \"bar\",\n",
       "            \"data\": [\n",
       "                5,\n",
       "                20,\n",
       "                25\n",
       "            ]\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "        chart_a1d6206b6f9f473f8fc48e448c9c9d4b.setOption(option_a1d6206b6f9f473f8fc48e448c9c9d4b);\n",
       "    </script>\n",
       "</body>\n",
       "</html>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x7f56ac167c70>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts.charts.base import Base\n",
    "options = {\n",
    "    'title':{\n",
    "        'text':'testa'\n",
    "    },\n",
    "    'tooltip':{},\n",
    "    'lengend':{\n",
    "        'data':['sell']\n",
    "    },\n",
    "    'xAxis': {\n",
    "        'data': ['a','b','c']\n",
    "    },\n",
    "    'yAxis':{},\n",
    "    'series':[{\n",
    "        'name':'sell',\n",
    "        'type':'bar',\n",
    "        'data':[5,20,25]\n",
    "    }]\n",
    "}\n",
    "\n",
    "chart = Base()\n",
    "chart.options = options\n",
    "chart.render_notebook()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "2a18fe77-e413-40db-82a4-ad080f5e31a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "alert(\"Hello, Notebook!\")\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%javascript\n",
    "alert(\"Hello, Notebook!\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "825cf4b0-717b-45fd-8ae9-3022139372cd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<!DOCTYPE html>\n",
       "<html>\n",
       "<head>\n",
       "    <meta charset=\"UTF-8\">\n",
       "</head>\n",
       "<body>\n",
       "        <div id=\"e7f582fdd61d45c09c6c4d24c4494429\" class=\"chart-container\" style=\"width:900px; height:500px; \"></div>\n",
       "    <script>\n",
       "        var chart_e7f582fdd61d45c09c6c4d24c4494429 = echarts.init(\n",
       "            document.getElementById('e7f582fdd61d45c09c6c4d24c4494429'), 'white', {renderer: 'canvas'});\n",
       "        var option_e7f582fdd61d45c09c6c4d24c4494429 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"heatmap\",\n",
       "            \"coordinateSystem\": \"calendar\",\n",
       "            \"data\": [\n",
       "                [\n",
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       "                ],\n",
       "                [\n",
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       "                ],\n",
       "                [\n",
       "                    \"2017-01-03\",\n",
       "                    22574\n",
       "                ],\n",
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       "                    19723\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-01-05\",\n",
       "                    1571\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-01-06\",\n",
       "                    3543\n",
       "                ],\n",
       "                [\n",
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       "                    13147\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-01-08\",\n",
       "                    2378\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-01-09\",\n",
       "                    9772\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-01-10\",\n",
       "                    19787\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-01-11\",\n",
       "                    21726\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-01-12\",\n",
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       "                ],\n",
       "                [\n",
       "                    \"2017-01-13\",\n",
       "                    3586\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-01-14\",\n",
       "                    4322\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-01-15\",\n",
       "                    14610\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-01-16\",\n",
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       "                ],\n",
       "                [\n",
       "                    \"2017-01-17\",\n",
       "                    3413\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-01-18\",\n",
       "                    3317\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-01-19\",\n",
       "                    9560\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-01-20\",\n",
       "                    24078\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-01-21\",\n",
       "                    10851\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-01-22\",\n",
       "                    13371\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-01-23\",\n",
       "                    24043\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-01-24\",\n",
       "                    6490\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-01-25\",\n",
       "                    19685\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-01-26\",\n",
       "                    6204\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-01-27\",\n",
       "                    6874\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-01-28\",\n",
       "                    7494\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-01-29\",\n",
       "                    18804\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-01-30\",\n",
       "                    22664\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-01-31\",\n",
       "                    20871\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-02-01\",\n",
       "                    2798\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-02-02\",\n",
       "                    4828\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-02-03\",\n",
       "                    21697\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-02-04\",\n",
       "                    11817\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-02-05\",\n",
       "                    3637\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-02-06\",\n",
       "                    19844\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-02-07\",\n",
       "                    12946\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-02-08\",\n",
       "                    15094\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-02-09\",\n",
       "                    4251\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-02-10\",\n",
       "                    5894\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-02-11\",\n",
       "                    23488\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-02-12\",\n",
       "                    12716\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-02-13\",\n",
       "                    12117\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-02-14\",\n",
       "                    13575\n",
       "                ],\n",
       "                [\n",
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       "                    13723\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-02-16\",\n",
       "                    15713\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-02-17\",\n",
       "                    1249\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-02-18\",\n",
       "                    5589\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-02-19\",\n",
       "                    1153\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-02-20\",\n",
       "                    16236\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-02-21\",\n",
       "                    16970\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-02-22\",\n",
       "                    12302\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-02-23\",\n",
       "                    6589\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-02-24\",\n",
       "                    23790\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-02-25\",\n",
       "                    12732\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-02-26\",\n",
       "                    4165\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-02-27\",\n",
       "                    5711\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-02-28\",\n",
       "                    24666\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-03-01\",\n",
       "                    8445\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-03-02\",\n",
       "                    20989\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-03-03\",\n",
       "                    10656\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-03-04\",\n",
       "                    5618\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-03-05\",\n",
       "                    1109\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-03-06\",\n",
       "                    10694\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-03-07\",\n",
       "                    13120\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-03-08\",\n",
       "                    10992\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-03-09\",\n",
       "                    14638\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-03-10\",\n",
       "                    14534\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-03-11\",\n",
       "                    14833\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-03-12\",\n",
       "                    8375\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-03-13\",\n",
       "                    1434\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-03-14\",\n",
       "                    16981\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-03-15\",\n",
       "                    2465\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-03-16\",\n",
       "                    21959\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-03-17\",\n",
       "                    18863\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-03-18\",\n",
       "                    11138\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-03-19\",\n",
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       "                    \"2017-10-05\",\n",
       "                    14324\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-10-06\",\n",
       "                    21331\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-10-07\",\n",
       "                    14680\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-10-08\",\n",
       "                    19675\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-10-09\",\n",
       "                    12058\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-10-10\",\n",
       "                    23468\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-10-11\",\n",
       "                    9818\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-10-12\",\n",
       "                    11260\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-10-13\",\n",
       "                    3342\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-10-14\",\n",
       "                    20143\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-10-15\",\n",
       "                    22245\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-10-16\",\n",
       "                    2646\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-10-17\",\n",
       "                    3090\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-10-18\",\n",
       "                    15112\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-10-19\",\n",
       "                    3232\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-10-20\",\n",
       "                    4131\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-10-21\",\n",
       "                    16321\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-10-22\",\n",
       "                    7228\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-10-23\",\n",
       "                    11138\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-10-24\",\n",
       "                    6132\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-10-25\",\n",
       "                    8237\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-10-26\",\n",
       "                    6077\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-10-27\",\n",
       "                    11533\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-10-28\",\n",
       "                    23214\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-10-29\",\n",
       "                    2545\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-10-30\",\n",
       "                    6283\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-10-31\",\n",
       "                    3031\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-11-01\",\n",
       "                    24608\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-11-02\",\n",
       "                    5299\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-11-03\",\n",
       "                    19000\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-11-04\",\n",
       "                    17418\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-11-05\",\n",
       "                    6373\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-11-06\",\n",
       "                    4273\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-11-07\",\n",
       "                    21398\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-11-08\",\n",
       "                    10702\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-11-09\",\n",
       "                    10287\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-11-10\",\n",
       "                    13430\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-11-11\",\n",
       "                    5859\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-11-12\",\n",
       "                    8300\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-11-13\",\n",
       "                    10332\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-11-14\",\n",
       "                    6988\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-11-15\",\n",
       "                    18301\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-11-16\",\n",
       "                    17373\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-11-17\",\n",
       "                    13411\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-11-18\",\n",
       "                    12575\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-11-19\",\n",
       "                    22652\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-11-20\",\n",
       "                    1550\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-11-21\",\n",
       "                    18945\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-11-22\",\n",
       "                    9520\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-11-23\",\n",
       "                    9793\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-11-24\",\n",
       "                    13292\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-11-25\",\n",
       "                    16073\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-11-26\",\n",
       "                    17112\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-11-27\",\n",
       "                    3608\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-11-28\",\n",
       "                    3684\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-11-29\",\n",
       "                    16616\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-11-30\",\n",
       "                    18699\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-01\",\n",
       "                    21533\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-02\",\n",
       "                    2873\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-03\",\n",
       "                    13351\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-04\",\n",
       "                    11302\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-05\",\n",
       "                    19099\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-06\",\n",
       "                    15208\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-07\",\n",
       "                    20798\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-08\",\n",
       "                    2836\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-09\",\n",
       "                    21560\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-10\",\n",
       "                    24606\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-11\",\n",
       "                    6161\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-12\",\n",
       "                    23039\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-13\",\n",
       "                    14067\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-14\",\n",
       "                    1536\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-15\",\n",
       "                    19322\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-16\",\n",
       "                    21778\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-17\",\n",
       "                    8699\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-18\",\n",
       "                    9239\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-19\",\n",
       "                    14258\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-20\",\n",
       "                    3548\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-21\",\n",
       "                    10790\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-22\",\n",
       "                    14016\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-23\",\n",
       "                    13000\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-24\",\n",
       "                    22821\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-25\",\n",
       "                    20750\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-26\",\n",
       "                    12514\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-27\",\n",
       "                    1280\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-28\",\n",
       "                    8793\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-29\",\n",
       "                    4355\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-30\",\n",
       "                    24596\n",
       "                ],\n",
       "                [\n",
       "                    \"2017-12-31\",\n",
       "                    1717\n",
       "                ]\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"show\": false,\n",
       "                \"position\": \"inside\",\n",
       "                \"margin\": 8\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"calendar\": {\n",
       "        \"zlevel\": 0,\n",
       "        \"z\": 2,\n",
       "        \"width\": \"auto\",\n",
       "        \"orient\": \"horizontal\",\n",
       "        \"range\": \"2017\",\n",
       "        \"cellSize\": 20,\n",
       "        \"silent\": false\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"Calendar-2017\\u5e74\\u5fae\\u4fe1\\u6b65\\u6570\\u60c5\\u51b5\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ],\n",
       "    \"visualMap\": {\n",
       "        \"show\": true,\n",
       "        \"type\": \"piecewise\",\n",
       "        \"min\": 500,\n",
       "        \"max\": 20000,\n",
       "        \"inRange\": {\n",
       "            \"color\": [\n",
       "                \"#50a3ba\",\n",
       "                \"#eac763\",\n",
       "                \"#d94e5d\"\n",
       "            ]\n",
       "        },\n",
       "        \"calculable\": true,\n",
       "        \"inverse\": false,\n",
       "        \"splitNumber\": 5,\n",
       "        \"hoverLink\": true,\n",
       "        \"orient\": \"horizontal\",\n",
       "        \"left\": \"100px\",\n",
       "        \"top\": \"230px\",\n",
       "        \"padding\": 5,\n",
       "        \"showLabel\": true,\n",
       "        \"itemWidth\": 20,\n",
       "        \"itemHeight\": 14,\n",
       "        \"borderWidth\": 0\n",
       "    }\n",
       "};\n",
       "        chart_e7f582fdd61d45c09c6c4d24c4494429.setOption(option_e7f582fdd61d45c09c6c4d24c4494429);\n",
       "    </script>\n",
       "</body>\n",
       "</html>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x7f56ac257070>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts.charts import Calendar\n",
    "from pyecharts import options as opts\n",
    "import random\n",
    "import datetime\n",
    "begin = datetime.date(2017, 1, 1)\n",
    "end = datetime.date(2017, 12, 31)\n",
    "data = [\n",
    "    [str(begin + datetime.timedelta(days=i)), random.randint(1000, 25000)]\n",
    "    for i in range((end - begin).days + 1)\n",
    "]\n",
    "c = ( Calendar()\n",
    "    .add(\"\", data, calendar_opts=opts.CalendarOpts(range_=\"2017\"))\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"Calendar-2017年微信步数情况\"),\n",
    "        visualmap_opts=opts.VisualMapOpts(\n",
    "            max_=20000,\n",
    "            min_=500,\n",
    "            orient=\"horizontal\",\n",
    "            is_piecewise=True,\n",
    "            pos_top=\"230px\",\n",
    "            pos_left=\"100px\",\n",
    "        ),\n",
    "    ))\n",
    "c.render_notebook()\n",
    "c.rener(\"test.html\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "494eb7de",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f565b5e44f0>]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib notebook\n",
    "%matplotlib inline\n",
    "\n",
    "plt.plot([2,23,4,5],[1,2,3,4])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "332bc2a5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Density'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn import datasets\n",
    "import seaborn as sns\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "\n",
    "diab = datasets.load_iris()\n",
    "\n",
    "x1 = [item[0] for item in diab.data]\n",
    "sns.distplot(a=x1, kde=True)\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
